Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
Tue 28 Apr 2020 19:17:21 CEST
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2020-04-28
## daily_growth per_capita trend total_cases
## Min. :-0.3200 Min. : 0.270 Min. :-3.210000 Min. : 54
## 1st Qu.: 0.1050 1st Qu.: 0.915 1st Qu.:-0.360000 1st Qu.: 404
## Median : 0.4800 Median : 2.060 Median :-0.070000 Median : 961
## Mean : 0.8372 Mean : 3.366 Mean :-0.008692 Mean : 1856
## 3rd Qu.: 1.0650 3rd Qu.: 5.270 3rd Qu.: 0.210000 3rd Qu.: 2446
## Max. : 6.7600 Max. :16.700 Max. : 4.550000 Max. :18837With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Caltanissetta 158 6.76 4.55 0.60
## 2 Chieti 751 3.87 1.79 1.95
## 3 Savona 1168 3.45 1.74 4.23
## 4 Imperia 1283 2.97 1.64 6.00
## 5 Terni 341 2.10 1.40 1.51
## 6 Avellino 451 2.50 1.37 1.08
## 7 Venezia 2418 2.20 1.13 2.83
## 8 Monza e della Brianza 4637 2.68 1.05 5.31
## 9 Asti 1519 4.33 0.98 7.08
## 10 Pavia 4228 2.40 0.84 7.75
## 11 Agrigento 135 1.50 0.75 0.31
## 12 Varese 2568 2.88 0.70 2.88
## 13 Foggia 1004 1.52 0.64 1.61
## 14 Novara 2244 1.17 0.56 6.08
## 15 Pesaro e Urbino 2473 1.39 0.54 6.89
## 16 Ravenna 978 0.82 0.52 2.51
## 17 Trapani 139 1.46 0.48 0.32
## 18 Sondrio 1141 0.80 0.47 6.30
## 19 Bologna 4263 1.72 0.43 4.20
## 20 Piacenza 3918 2.40 0.43 13.64
## 21 Rimini 1973 1.02 0.36 5.82
## 22 Sud Sardegna 93 1.09 0.36 0.27
## 23 Brescia 12691 0.73 0.33 10.02
## 24 L'Aquila 244 0.83 0.27 0.82
## 25 Barletta-Andria-Trani 371 0.82 0.27 0.95
## 26 Palermo 470 1.95 0.27 0.38
## 27 Torino 12564 1.95 0.22 5.56
## 28 Modena 3609 0.87 0.20 5.12
## 29 Como 3154 2.54 0.19 5.26
## 30 Vicenza 2596 0.97 0.19 3.01
## 31 Grosseto 404 0.50 0.17 1.82
## 32 Valle d'Aosta / Vallée d'Aoste 1119 0.72 0.15 8.90
## 33 Lecce 480 0.84 0.14 0.60
## 34 Udine 949 0.53 0.10 1.79
## 35 Fermo 427 0.95 0.07 2.46
## 36 Massa-Carrara 987 0.41 0.07 5.06
## 37 Roma 4642 1.60 0.06 1.07
## 38 Catania 971 1.04 0.06 0.88
## 39 Salerno 656 0.61 0.05 0.60
## 40 Verona 4556 0.66 0.05 4.92
## 41 Pisa 844 0.48 0.04 2.01
## 42 Alessandria 3318 1.44 0.01 7.88## daily_growth per_capita trend total_cases
## Min. :0.4100 Min. : 0.270 Min. :0.0100 Min. : 93.0
## 1st Qu.:0.8225 1st Qu.: 1.073 1st Qu.:0.1550 1st Qu.: 472.5
## Median :1.4150 Median : 2.855 Median :0.3600 Median : 1130.0
## Mean :1.7017 Mean : 3.769 Mean :0.6105 Mean : 2212.7
## 3rd Qu.:2.3500 3rd Qu.: 5.755 3rd Qu.:0.7375 3rd Qu.: 3014.5
## Max. :6.7600 Max. :13.640 Max. :4.5500 Max. :12691.0With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 Cosenza 450 0.22 0.00 0.64
## 2 Crotone 117 0.00 0.00 0.67
## 3 Benevento 177 0.00 0.00 0.64
## 4 Caserta 417 0.24 0.00 0.45
## 5 Macerata 1006 0.70 0.00 3.20
## 6 Campobasso 224 0.45 0.00 1.01
## 7 Nuoro 76 0.00 0.00 0.36
## 8 Verbano-Cusio-Ossola 999 0.30 -0.03 6.31
## 9 Bergamo 11196 0.41 -0.04 10.04
## 10 Napoli 2405 0.67 -0.06 0.78
## 11 Padova 3836 0.24 -0.06 4.09
## 12 Livorno 511 0.59 -0.07 1.53
## 13 Siena 421 0.24 -0.08 1.58
## 14 Enna 404 0.50 -0.09 2.45
## 15 Cuneo 2417 0.42 -0.11 4.12
## 16 Reggio nell'Emilia 4593 0.17 -0.12 8.64
## 17 Cremona 5993 0.37 -0.12 16.70
## 18 Reggio di Calabria 250 0.00 -0.13 0.46
## 19 Lodi 2947 0.37 -0.13 12.80
## 20 Perugia 989 0.00 -0.14 1.51
## 21 Ancona 1800 0.06 -0.15 3.82
## 22 Rovigo 424 0.47 -0.16 1.80
## 23 Messina 533 0.00 -0.19 0.85
## 24 Milano 18837 1.50 -0.20 5.80
## 25 Sassari 830 0.12 -0.20 1.69
## 26 Teramo 634 -0.16 -0.21 2.06
## 27 Gorizia 181 1.12 -0.21 1.30
## 28 Bolzano / Bozen 2498 0.08 -0.22 4.70
## 29 Taranto 255 0.00 -0.26 0.44
## 30 Mantova 3131 0.26 -0.27 7.59
## 31 Pistoia 621 0.49 -0.28 2.12
## 32 Bari 1285 0.00 -0.29 1.03
## 33 Cagliari 232 0.00 -0.29 0.54
## 34 Rieti 313 -0.32 -0.32 2.01
## 35 Treviso 2483 0.28 -0.32 2.80
## 36 Lucca 1269 0.32 -0.35 3.27
## 37 Belluno 1061 0.09 -0.35 5.23
## 38 Matera 188 0.00 -0.36 0.95
## 39 Ascoli Piceno 279 0.00 -0.36 1.35
## 40 Firenze 3039 0.93 -0.36 3.00
## 41 Frosinone 556 0.18 -0.37 1.14
## 42 Arezzo 620 0.16 -0.38 1.81
## 43 Vercelli 1095 0.18 -0.43 6.41
## 44 Pordenone 627 0.32 -0.44 2.01
## 45 Ferrara 909 0.44 -0.45 2.63
## 46 Vibo Valentia 73 0.00 -0.46 0.46
## 47 Prato 515 0.39 -0.47 2.00
## 48 La Spezia 822 -0.12 -0.49 3.74
## 49 Potenza 178 0.00 -0.57 0.49
## 50 Lecco 2248 0.81 -0.58 6.66
## 51 Forlì-Cesena 1549 0.45 -0.62 3.93
## 52 Viterbo 383 0.00 -0.62 1.21
## 53 Parma 3122 0.32 -0.64 6.91
## 54 Catanzaro 205 0.00 -0.66 0.57
## 55 Biella 961 0.95 -0.70 5.47
## 56 Brindisi 554 0.00 -0.73 1.41
## 57 Pescara 1270 -0.31 -0.76 3.98
## 58 Ragusa 89 0.00 -0.76 0.28
## 59 Trento 4025 0.75 -0.85 7.44
## 60 Trieste 1237 0.81 -0.86 5.28
## 61 Latina 484 0.41 -0.93 0.84
## 62 Isernia 55 0.00 -1.24 0.65
## 63 Oristano 54 0.00 -1.27 0.34
## 64 Genova 4493 1.24 -1.55 5.34
## 65 Siracusa 221 0.00 -3.21 0.55## daily_growth per_capita trend total_cases
## Min. :-0.3200 Min. : 0.280 Min. :-3.2100 Min. : 54
## 1st Qu.: 0.0000 1st Qu.: 0.840 1st Qu.:-0.5700 1st Qu.: 279
## Median : 0.2200 Median : 2.000 Median :-0.2900 Median : 627
## Mean : 0.2786 Mean : 3.106 Mean :-0.4088 Mean : 1626
## 3rd Qu.: 0.4400 3rd Qu.: 4.120 3rd Qu.:-0.1200 3rd Qu.: 1800
## Max. : 1.5000 Max. :16.700 Max. : 0.0000 Max. :18837Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Cremona 5993 16.70 1
## Piacenza 3918 13.64 2
## Lodi 2947 12.80 3
## Bergamo 11196 10.04 4
## Brescia 12691 10.02 5
## Valle d'Aosta / Vallée d'Aoste 1119 8.90 6
## Reggio nell'Emilia 4593 8.64 7
## Alessandria 3318 7.88 8
## Pavia 4228 7.75 9
## Mantova 3131 7.59 10
## Trento 4025 7.44 11
## Asti 1519 7.08 12
## Parma 3122 6.91 13
## Pesaro e Urbino 2473 6.89 14
## Lecco 2248 6.66 15
## Vercelli 1095 6.41 16
## Verbano-Cusio-Ossola 999 6.31 17
## Sondrio 1141 6.30 18
## Novara 2244 6.08 19
## Imperia 1283 6.00 20
## Rimini 1973 5.82 21
## Milano 18837 5.80 22
## Torino 12564 5.56 23
## Biella 961 5.47 24
## Genova 4493 5.34 25
## Monza e della Brianza 4637 5.31 26
## Trieste 1237 5.28 27
## Como 3154 5.26 28
## Belluno 1061 5.23 29
## Modena 3609 5.12 30
## Massa-Carrara 987 5.06 31
## Verona 4556 4.92 32
## Bolzano / Bozen 2498 4.70 33
## Savona 1168 4.23 34
## Bologna 4263 4.20 35
## Cuneo 2417 4.12 36
## Padova 3836 4.09 37
## Pescara 1270 3.98 38
## Forlì-Cesena 1549 3.93 39
## Ancona 1800 3.82 40
## La Spezia 822 3.74 41
## Lucca 1269 3.27 42
## Macerata 1006 3.20 43
## Vicenza 2596 3.01 44
## Firenze 3039 3.00 45
## Varese 2568 2.88 46
## Venezia 2418 2.83 47
## Treviso 2483 2.80 48
## Ferrara 909 2.63 49
## Ravenna 978 2.51 50
## Fermo 427 2.46 51
## Enna 404 2.45 52
## Pistoia 621 2.12 53
## Teramo 634 2.06 54
## Pisa 844 2.01 55
## Rieti 313 2.01 56
## Pordenone 627 2.01 57
## Prato 515 2.00 58
## Chieti 751 1.95 59
## Grosseto 404 1.82 60
## Arezzo 620 1.81 61
## Rovigo 424 1.80 62
## Udine 949 1.79 63
## Sassari 830 1.69 64
## Foggia 1004 1.61 65
## Siena 421 1.58 66
## Livorno 511 1.53 67
## Terni 341 1.51 68
## Perugia 989 1.51 69
## Brindisi 554 1.41 70
## Ascoli Piceno 279 1.35 71
## Gorizia 181 1.30 72
## Viterbo 383 1.21 73
## Frosinone 556 1.14 74
## Avellino 451 1.08 75
## Roma 4642 1.07 76
## Bari 1285 1.03 77
## Campobasso 224 1.01 78
## Barletta-Andria-Trani 371 0.95 79
## Matera 188 0.95 80
## Catania 971 0.88 81
## Messina 533 0.85 82
## Latina 484 0.84 83
## L'Aquila 244 0.82 84
## Napoli 2405 0.78 85
## Crotone 117 0.67 86
## Isernia 55 0.65 87
## Benevento 177 0.64 88
## Cosenza 450 0.64 89
## Lecce 480 0.60 90
## Caltanissetta 158 0.60 91
## Salerno 656 0.60 92
## Catanzaro 205 0.57 93
## Siracusa 221 0.55 94
## Cagliari 232 0.54 95
## Potenza 178 0.49 96
## Reggio di Calabria 250 0.46 97
## Vibo Valentia 73 0.46 98
## Caserta 417 0.45 99
## Taranto 255 0.44 100
## Palermo 470 0.38 101
## Nuoro 76 0.36 102
## Oristano 54 0.34 103
## Trapani 139 0.32 104
## Agrigento 135 0.31 105
## Ragusa 89 0.28 106
## Sud Sardegna 93 0.27 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Chieti 751 3.87 2.08 1.95
## L'Aquila 244 0.83 0.55 0.82
## Pescara 1270 -0.31 0.45 3.98
## Teramo 634 -0.16 0.05 2.06
## daily_growth three_day_rate total_cases per_capita
## Min. :-0.3140 Min. :0.05263 Min. : 244.0 Min. :0.816
## 1st Qu.:-0.1966 1st Qu.:0.35082 1st Qu.: 536.5 1st Qu.:1.665
## Median : 0.3345 Median :0.50136 Median : 692.5 Median :2.003
## Mean : 1.0569 Mean :0.78410 Mean : 724.8 Mean :2.201
## 3rd Qu.: 1.5880 3rd Qu.:0.93463 3rd Qu.: 880.8 3rd Qu.:2.539
## Max. : 3.8728 Max. :2.08104 Max. :1270.0 Max. :3.982
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Matera 188 0 0.36 0.95
## Potenza 178 0 0.57 0.49
## daily_growth three_day_rate total_cases per_capita
## Min. :0 Min. :0.3571 Min. :178.0 Min. :0.4877
## 1st Qu.:0 1st Qu.:0.4099 1st Qu.:180.5 1st Qu.:0.6033
## Median :0 Median :0.4627 Median :183.0 Median :0.7188
## Mean :0 Mean :0.4627 Mean :183.0 Mean :0.7188
## 3rd Qu.:0 3rd Qu.:0.5154 3rd Qu.:185.5 3rd Qu.:0.8344
## Max. :0 Max. :0.5682 Max. :188.0 Max. :0.9499
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Catanzaro 205 0.00 0.66 0.57
## Cosenza 450 0.22 0.22 0.64
## Crotone 117 0.00 0.00 0.67
## Reggio di Calabria 250 0.00 0.13 0.46
## Vibo Valentia 73 0.00 0.46 0.46
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.0000 Min. : 73 Min. :0.4560
## 1st Qu.:0.00000 1st Qu.:0.1337 1st Qu.:117 1st Qu.:0.4562
## Median :0.00000 Median :0.2232 Median :205 Median :0.5721
## Mean :0.04454 Mean :0.2953 Mean :219 Mean :0.5581
## 3rd Qu.:0.00000 3rd Qu.:0.4608 3rd Qu.:250 3rd Qu.:0.6376
## Max. :0.22272 Max. :0.6590 Max. :450 Max. :0.6686
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Avellino 451 2.50 1.13 1.08
## Benevento 177 0.00 0.00 0.64
## Caserta 417 0.24 0.24 0.45
## Napoli 2405 0.67 0.73 0.78
## Salerno 656 0.61 0.57 0.60
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 177.0 Min. :0.4518
## 1st Qu.:0.2404 1st Qu.:0.2410 1st Qu.: 417.0 1st Qu.:0.5972
## Median :0.6135 Median :0.5653 Median : 451.0 Median :0.6389
## Mean :0.8047 Mean :0.5343 Mean : 821.2 Mean :0.7091
## 3rd Qu.:0.6697 3rd Qu.:0.7313 3rd Qu.: 656.0 3rd Qu.:0.7796
## Max. :2.5000 Max. :1.1339 Max. :2405.0 Max. :1.0782
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Bologna 4263 1.72 1.29 4.20
## Ferrara 909 0.44 0.90 2.63
## Forlì-Cesena 1549 0.45 1.08 3.93
## Modena 3609 0.87 0.66 5.12
## Parma 3122 0.32 0.96 6.91
## Piacenza 3918 2.40 1.97 13.64
## Ravenna 978 0.82 0.31 2.51
## Reggio nell'Emilia 4593 0.17 0.30 8.64
## Rimini 1973 1.02 0.67 5.82
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1745 Min. :0.2993 Min. : 909 Min. : 2.511
## 1st Qu.:0.4420 1st Qu.:0.6645 1st Qu.:1549 1st Qu.: 3.925
## Median :0.8247 Median :0.8959 Median :3122 Median : 5.116
## Mean :0.9144 Mean :0.9039 Mean :2768 Mean : 5.933
## 3rd Qu.:1.0241 3rd Qu.:1.0772 3rd Qu.:3918 3rd Qu.: 6.913
## Max. :2.4046 Max. :1.9726 Max. :4593 Max. :13.644
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Gorizia 181 1.12 1.32 1.30
## Pordenone 627 0.32 0.76 2.01
## Trieste 1237 0.81 1.67 5.28
## Udine 949 0.53 0.43 1.79
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3200 Min. :0.4251 Min. : 181.0 Min. :1.298
## 1st Qu.:0.4772 1st Qu.:0.6729 1st Qu.: 515.5 1st Qu.:1.671
## Median :0.6723 Median :1.0395 Median : 788.0 Median :1.900
## Mean :0.6955 Mean :1.0438 Mean : 748.5 Mean :2.594
## 3rd Qu.:0.8906 3rd Qu.:1.4103 3rd Qu.:1021.0 3rd Qu.:2.823
## Max. :1.1173 Max. :1.6712 Max. :1237.0 Max. :5.275
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Frosinone 556 0.18 0.55 1.14
## Latina 484 0.41 1.34 0.84
## Rieti 313 -0.32 0.00 2.01
## Roma 4642 1.60 1.54 1.07
## Viterbo 383 0.00 0.62 1.21
## daily_growth three_day_rate total_cases per_capita
## Min. :-0.3185 Min. :0.0000 Min. : 313 Min. :0.8414
## 1st Qu.: 0.0000 1st Qu.:0.5455 1st Qu.: 383 1st Qu.:1.0690
## Median : 0.1802 Median :0.6168 Median : 484 Median :1.1368
## Mean : 0.3749 Mean :0.8092 Mean :1276 Mean :1.2536
## 3rd Qu.: 0.4149 3rd Qu.:1.3439 3rd Qu.: 556 3rd Qu.:1.2081
## Max. : 1.5977 Max. :1.5398 Max. :4642 Max. :2.0128
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Genova 4493 1.24 2.79 5.34
## Imperia 1283 2.97 1.33 6.00
## La Spezia 822 -0.12 0.37 3.74
## Savona 1168 3.45 1.71 4.23
## daily_growth three_day_rate total_cases per_capita
## Min. :-0.1215 Min. :0.3677 Min. : 822 Min. :3.744
## 1st Qu.: 0.8991 1st Qu.:1.0923 1st Qu.:1082 1st Qu.:4.109
## Median : 2.1044 Median :1.5231 Median :1226 Median :4.786
## Mean : 1.8854 Mean :1.5509 Mean :1942 Mean :4.829
## 3rd Qu.: 3.0907 3rd Qu.:1.9817 3rd Qu.:2086 3rd Qu.:5.506
## Max. : 3.4544 Max. :2.7899 Max. :4493 Max. :6.000
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Bergamo 11196 0.41 0.45 10.04
## Brescia 12691 0.73 0.40 10.02
## Como 3154 2.54 2.35 5.26
## Cremona 5993 0.37 0.49 16.70
## Lecco 2248 0.81 1.39 6.66
## Lodi 2947 0.37 0.50 12.80
## Mantova 3131 0.26 0.53 7.59
## Milano 18837 1.50 1.70 5.80
## Monza e della Brianza 4637 2.68 1.63 5.31
## Pavia 4228 2.40 1.56 7.75
## Sondrio 1141 0.80 0.32 6.30
## Varese 2568 2.88 2.18 2.88
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2562 Min. :0.3234 Min. : 1141 Min. : 2.883
## 1st Qu.:0.4031 1st Qu.:0.4784 1st Qu.: 2852 1st Qu.: 5.673
## Median :0.8011 Median :0.9571 Median : 3691 Median : 7.129
## Mean :1.3116 Mean :1.1249 Mean : 6064 Mean : 8.093
## 3rd Qu.:2.4322 3rd Qu.:1.6501 3rd Qu.: 7294 3rd Qu.:10.030
## Max. :2.8846 Max. :2.3465 Max. :18837 Max. :16.696
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Ancona 1800 0.06 0.20 3.82
## Ascoli Piceno 279 0.00 0.36 1.35
## Fermo 427 0.95 0.87 2.46
## Macerata 1006 0.70 0.71 3.20
## Pesaro e Urbino 2473 1.39 0.85 6.89
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.2045 Min. : 279 Min. :1.347
## 1st Qu.:0.05559 1st Qu.:0.3610 1st Qu.: 427 1st Qu.:2.457
## Median :0.70070 Median :0.7057 Median :1006 Median :3.202
## Mean :0.61919 Mean :0.5990 Mean :1197 Mean :3.543
## 3rd Qu.:0.94563 3rd Qu.:0.8499 3rd Qu.:1800 3rd Qu.:3.820
## Max. :1.39401 Max. :0.8738 Max. :2473 Max. :6.891
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 224 0.45 0.45 1.01
## Isernia 55 0.00 1.24 0.65
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.4505 Min. : 55.00 Min. :0.6518
## 1st Qu.:0.1121 1st Qu.:0.6484 1st Qu.: 97.25 1st Qu.:0.7420
## Median :0.2242 Median :0.8464 Median :139.50 Median :0.8322
## Mean :0.2242 Mean :0.8464 Mean :139.50 Mean :0.8322
## 3rd Qu.:0.3363 3rd Qu.:1.0444 3rd Qu.:181.75 3rd Qu.:0.9223
## Max. :0.4484 Max. :1.2424 Max. :224.00 Max. :1.0125
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Alessandria 3318 1.44 1.43 7.88
## Asti 1519 4.33 3.35 7.08
## Biella 961 0.95 1.65 5.47
## Cuneo 2417 0.42 0.53 4.12
## Novara 2244 1.17 0.62 6.08
## Torino 12564 1.95 1.72 5.56
## Verbano-Cusio-Ossola 999 0.30 0.34 6.31
## Vercelli 1095 0.18 0.62 6.41
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1830 Min. :0.3359 Min. : 961 Min. :4.117
## 1st Qu.:0.3869 1st Qu.:0.5947 1st Qu.: 1071 1st Qu.:5.539
## Median :1.0588 Median :1.0213 Median : 1882 Median :6.195
## Mean :1.3411 Mean :1.2809 Mean : 3140 Mean :6.113
## 3rd Qu.:1.5645 3rd Qu.:1.6673 3rd Qu.: 2642 3rd Qu.:6.574
## Max. :4.3269 Max. :3.3506 Max. :12564 Max. :7.876
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Bari 1285 0.00 0.29 1.03
## Barletta-Andria-Trani 371 0.82 0.54 0.95
## Brindisi 554 0.00 0.73 1.41
## Foggia 1004 1.52 0.88 1.61
## Lecce 480 0.84 0.70 0.60
## Taranto 255 0.00 0.26 0.44
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2628 Min. : 255.0 Min. :0.4421
## 1st Qu.:0.0000 1st Qu.:0.3515 1st Qu.: 398.2 1st Qu.:0.6906
## Median :0.4076 Median :0.6246 Median : 517.0 Median :0.9888
## Mean :0.5287 Mean :0.5683 Mean : 658.2 Mean :1.0078
## 3rd Qu.:0.8341 3rd Qu.:0.7255 3rd Qu.: 891.5 3rd Qu.:1.3139
## Max. :1.5167 Max. :0.8784 Max. :1285.0 Max. :1.6137
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Cagliari 232 0.00 0.29 0.54
## Nuoro 76 0.00 0.00 0.36
## Oristano 54 0.00 1.27 0.34
## Sassari 830 0.12 0.32 1.69
## Sud Sardegna 93 1.09 0.73 0.27
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 54 Min. :0.2652
## 1st Qu.:0.0000 1st Qu.:0.2890 1st Qu.: 76 1st Qu.:0.3424
## Median :0.0000 Median :0.3234 Median : 93 Median :0.3644
## Mean :0.2415 Mean :0.5211 Mean :257 Mean :0.6397
## 3rd Qu.:0.1206 3rd Qu.:0.7273 3rd Qu.:232 3rd Qu.:0.5382
## Max. :1.0870 Max. :1.2660 Max. :830 Max. :1.6885
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Agrigento 135 1.50 0.75 0.31
## Caltanissetta 158 6.76 2.20 0.60
## Catania 971 1.04 0.98 0.88
## Enna 404 0.50 0.58 2.45
## Messina 533 0.00 0.19 0.85
## Palermo 470 1.95 1.69 0.38
## Ragusa 89 0.00 0.76 0.28
## Siracusa 221 0.00 3.21 0.55
## Trapani 139 1.46 0.98 0.32
## daily_growth three_day_rate total_cases per_capita
## Min. :0.000 Min. :0.1883 Min. : 89.0 Min. :0.2774
## 1st Qu.:0.000 1st Qu.:0.7519 1st Qu.:139.0 1st Qu.:0.3229
## Median :1.041 Median :0.9781 Median :221.0 Median :0.5536
## Mean :1.468 Mean :1.2606 Mean :346.7 Mean :0.7355
## 3rd Qu.:1.504 3rd Qu.:1.6865 3rd Qu.:470.0 3rd Qu.:0.8502
## Max. :6.757 Max. :3.2124 Max. :971.0 Max. :2.4516
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Arezzo 620 0.16 0.54 1.81
## Firenze 3039 0.93 1.29 3.00
## Grosseto 404 0.50 0.33 1.82
## Livorno 511 0.59 0.66 1.53
## Lucca 1269 0.32 0.67 3.27
## Massa-Carrara 987 0.41 0.34 5.06
## Pisa 844 0.48 0.44 2.01
## Pistoia 621 0.49 0.76 2.12
## Prato 515 0.39 0.86 2.00
## Siena 421 0.24 0.32 1.58
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1616 Min. :0.3187 Min. : 404.0 Min. :1.526
## 1st Qu.:0.3346 1st Qu.:0.3646 1st Qu.: 512.0 1st Qu.:1.813
## Median :0.4416 Median :0.6022 Median : 620.5 Median :2.006
## Mean :0.4492 Mean :0.6212 Mean : 923.1 Mean :2.421
## 3rd Qu.:0.4945 3rd Qu.:0.7386 3rd Qu.: 951.2 3rd Qu.:2.784
## Max. :0.9299 Max. :1.2942 Max. :3039.0 Max. :5.065
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 2498 0.08 0.3 4.70
## Trento 4025 0.75 1.6 7.44
## daily_growth three_day_rate total_cases per_capita
## Min. :0.08013 Min. :0.2953 Min. :2498 Min. :4.703
## 1st Qu.:0.24783 1st Qu.:0.6211 1st Qu.:2880 1st Qu.:5.387
## Median :0.41553 Median :0.9469 Median :3262 Median :6.071
## Mean :0.41553 Mean :0.9469 Mean :3262 Mean :6.071
## 3rd Qu.:0.58324 3rd Qu.:1.2726 3rd Qu.:3643 3rd Qu.:6.755
## Max. :0.75094 Max. :1.5984 Max. :4025 Max. :7.439
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 989 0.0 0.14 1.51
## Terni 341 2.1 0.69 1.51
## daily_growth three_day_rate total_cases per_capita
## Min. :0.000 Min. :0.1352 Min. :341 Min. :1.507
## 1st Qu.:0.524 1st Qu.:0.2748 1st Qu.:503 1st Qu.:1.508
## Median :1.048 Median :0.4145 Median :665 Median :1.509
## Mean :1.048 Mean :0.4145 Mean :665 Mean :1.509
## 3rd Qu.:1.572 3rd Qu.:0.5541 3rd Qu.:827 3rd Qu.:1.510
## Max. :2.096 Max. :0.6938 Max. :989 Max. :1.511
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 1119 0.72 0.57
## per_capita
## 8.9
## [1] "2020-04-28"
## province total_cases daily_growth three_day_rate per_capita
## Belluno 1061 0.09 0.44 5.23
## Padova 3836 0.24 0.30 4.09
## Rovigo 424 0.47 0.64 1.80
## Treviso 2483 0.28 0.60 2.80
## Venezia 2418 2.20 1.07 2.83
## Verona 4556 0.66 0.61 4.92
## Vicenza 2596 0.97 0.78 3.01
## daily_growth three_day_rate total_cases per_capita
## Min. :0.09434 Min. :0.2972 Min. : 424 Min. :1.805
## 1st Qu.:0.25894 1st Qu.:0.5208 1st Qu.:1740 1st Qu.:2.815
## Median :0.47393 Median :0.6147 Median :2483 Median :3.010
## Mean :0.70274 Mean :0.6347 Mean :2482 Mean :3.526
## 3rd Qu.:0.81761 3rd Qu.:0.7097 3rd Qu.:3216 3rd Qu.:4.504
## Max. :2.19780 Max. :1.0702 Max. :4556 Max. :5.228
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